{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference an audio label by using the model trained on kaggle dataset\n",
    "## Test audios from both kaggle dataset, as well as my own.\n",
    "## The result is super good !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys, os\n",
    "ROOT = \"../\"\n",
    "sys.path.append(ROOT)\n",
    "\n",
    "import numpy as np \n",
    "import torch \n",
    "\n",
    "import IPython.display as ipd\n",
    "\n",
    "if 1: # my lib\n",
    "    import utils.lib_io as lib_io\n",
    "    import utils.lib_commons as lib_commons\n",
    "    import utils.lib_datasets as lib_datasets\n",
    "    import utils.lib_augment as lib_augment\n",
    "    import utils.lib_ml as lib_ml\n",
    "    import utils.lib_rnn as lib_rnn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load weights from  ../checkpoints/mine_accu_981/model_007.ckpt\n"
     ]
    }
   ],
   "source": [
    "# Create model\n",
    "\n",
    "args = lib_rnn.set_default_args()\n",
    "args.classes_txt = \"../config/classes.names\" \n",
    "args.load_weights_from=\"../checkpoints/mine_accu_981/model_007.ckpt\"\n",
    "\n",
    "model = lib_rnn.create_RNN_model(args, args.load_weights_from)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['one', 'two', 'three', 'four', 'five', 'front', 'back', 'left', 'right', 'stop', 'none']\n"
     ]
    }
   ],
   "source": [
    "# Load labels\n",
    "\n",
    "classes = lib_io.read_list(args.classes_txt)\n",
    "print(classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for randomly reading an audio \n",
    "def get_a_random_wav(audio_folder):\n",
    "    names = lib_commons.get_filenames(audio_folder, \"*/*.wav\")\n",
    "    idx = np.random.randint(len(names))\n",
    "    name = names[idx]\n",
    "    audio = lib_datasets.AudioClass(filename=name)\n",
    "    return audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Predict audio label\n",
    "def predict(x):\n",
    "    idx = model.predict(x)\n",
    "    return classes[idx]\n",
    "\n",
    "def predict_audio(audio):\n",
    "    if audio.mfcc is None:\n",
    "        audio.compute_mfcc()\n",
    "    x = audio.mfcc.T\n",
    "    predicted_label = predict(x)\n",
    "    true_label = audio.filename.split('/')[-2]\n",
    "    print(f\"Label: true = {true_label}, predict = {predicted_label}\")\n",
    "    return predicted_label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: true = stop, predict = stop\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" autoplay=\"autoplay\">\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test by folder\n",
    "\n",
    "audio_folder = \"../data/data_train/\"\n",
    "audio = get_a_random_wav(audio_folder)\n",
    "predicted_label = predict_audio(audio)\n",
    "\n",
    "ipd.Audio(audio.data, rate=audio.sample_rate, autoplay=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "one\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" autoplay=\"autoplay\">\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test by single file\n",
    "\n",
    "filename = \"../data/data_tmp/audio_06-02-02-11-19-3288v32cwji.wav\"\n",
    "filename = \"../data/data_tmp/audio_06-02-02-11-22-310h21j5zdp.wav\"\n",
    "\n",
    "audio = lib_datasets.AudioClass(filename=filename)\n",
    "\n",
    "audio.compute_mfcc()\n",
    "x = audio.mfcc.T\n",
    "predicted_label = model.predict(x)\n",
    "\n",
    "print(classes[predicted_label])\n",
    "ipd.Audio(audio.data, rate=audio.sample_rate, autoplay=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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